{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr\n",
    "import numpy as np\n",
    "import pandas as pd\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/data1/tools/anaconda3/envs/atmpy/lib/python3.7/site-packages/xarray/core/common.py:664: FutureWarning: This DataArray contains multi-dimensional coordinates. In the future, the dimension order of these coordinates will be restored as well unless you specify restore_coord_dims=False.\n",
      "  self, group, squeeze=squeeze, restore_coord_dims=restore_coord_dims\n",
      "/data1/tools/anaconda3/envs/atmpy/lib/python3.7/site-packages/xarray/core/nanops.py:142: RuntimeWarning: Mean of empty slice\n",
      "  return np.nanmean(a, axis=axis, dtype=dtype)\n"
     ]
    }
   ],
   "source": [
    "ds=xr.open_dataset('tp_tcw_2500m_1979_2018.nc')\n",
    "tcw_tp=ds['tcw_tp']\n",
    "\n",
    "tcw_tp_jja=tcw_tp.sel(time=tcw_tp['time.season']=='JJA').groupby('time.year').mean('time')\n",
    "tcw_tp_jja_avg=tcw_tp_jja.mean(dim=['latitude','longitude'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 575.25x314.167 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 314,
       "width": 575
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import proplot as plot\n",
    "from scipy import stats\n",
    "\n",
    "f,axs=plot.subplots(axwidth=5,aspect=2)\n",
    "ax=axs\n",
    "ax.plot(tcw_tp_jja_avg.year,tcw_tp_jja_avg,'rs-')\n",
    "slope,intercept,r,pvalue,stderr=stats.linregress(tcw_tp_jja_avg.year,tcw_tp_jja_avg)\n",
    "ax.plot(tcw_tp_jja_avg.year,slope*tcw_tp_jja_avg.year+intercept,'k-')\n",
    "ax.format(title='total column water in summer TP',ylabel='TCW (Kg/m^2)',xlabel='Year',ylim=(9,12),xlim=(1978,2020))\n",
    "ax.text(1985,11.5,'Trend=%fKg/m^2/yr'%slope)\n",
    "f.savefig('fig1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>&lt;xarray.DataArray &#x27;tcw_tp&#x27; (year: 40, latitude: 61, longitude: 141)&gt;\n",
       "array([[[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * latitude   (latitude) float32 40.0 39.75 39.5 39.25 ... 25.5 25.25 25.0\n",
       "  * longitude  (longitude) float32 70.0 70.25 70.5 70.75 ... 104.5 104.75 105.0\n",
       "    tp         (latitude, longitude) float64 ...\n",
       "  * year       (year) int64 1979 1980 1981 1982 1983 ... 2015 2016 2017 2018</pre>"
      ],
      "text/plain": [
       "<xarray.DataArray 'tcw_tp' (year: 40, latitude: 61, longitude: 141)>\n",
       "array([[[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * latitude   (latitude) float32 40.0 39.75 39.5 39.25 ... 25.5 25.25 25.0\n",
       "  * longitude  (longitude) float32 70.0 70.25 70.5 70.75 ... 104.5 104.75 105.0\n",
       "    tp         (latitude, longitude) float64 ...\n",
       "  * year       (year) int64 1979 1980 1981 1982 1983 ... 2015 2016 2017 2018"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tcw_tp_jja"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import stats\n",
    "\n",
    "def trend_3d(x, y):\n",
    "    '''\n",
    "    x is time, y has 3 dimension (time,lat,lon)\n",
    "    Calculates the trend of y given the linear\n",
    "    independent variable x. Outputs the trend, and p value .\n",
    "    returns trend, pvalue\n",
    "    '''\n",
    "    nlat=y.shape[1]\n",
    "    nlon=y.shape[2]\n",
    "    trend=np.full([nlat,nlon],np.nan)\n",
    "    p=np.full([nlat,nlon],np.nan)\n",
    "    for i in range(nlat):\n",
    "        for j in range(nlon):\n",
    "            if np.isnan(y[0,i,j]):\n",
    "                continue\n",
    "            else:\n",
    "                slope,intercept,r,pvalue,stderr=stats.linregress(x,y[:,i,j])\n",
    "                trend[i,j]=slope\n",
    "                p[i,j]=pvalue\n",
    "    return trend,p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "trend,p=trend_3d(tcw_tp_jja.year,tcw_tp_jja)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          Note       Length                                           geometry\n",
      "0  青藏高原界线-非国界段  5812.347825  LINESTRING (74.45049 39.77160, 74.46497 39.765...\n",
      "1           国界   258.566534  LINESTRING (73.79622 38.65583, 73.79327 38.658...\n",
      "2         未定国界   295.305749  MULTILINESTRING ((74.88778 37.23372, 74.89639 ...\n",
      "3           国界  3778.295804  MULTILINESTRING ((91.57807 27.66116, 91.58431 ...\n",
      "4  青藏高原界线-非国界段    97.596126  LINESTRING (96.87174 27.87612, 96.89417 27.964...\n",
      "5  青藏高原界线-非国界段   689.514810  LINESTRING (96.28716 28.17633, 96.29825 28.197...\n",
      "6           国界    30.659909  LINESTRING (96.48867 28.09612, 96.48821 28.097...\n",
      "7  青藏高原界线-非国界段    60.670511  LINESTRING (92.01051 27.47780, 92.02348 27.493...\n",
      "8           国界    25.341525  LINESTRING (92.12278 27.27993, 92.12231 27.280...\n",
      "9           国界   697.665564  LINESTRING (98.59988 26.04959, 98.60066 26.051...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa8d8c1d390>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "sf=gpd.read_file('./DBATP/DBATP_Line.shp')\n",
    "print(sf)\n",
    "sf.plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "import shapefile\n",
    "sf=shapefile.Reader('./DBATP/DBATP_Polygon.shp')\n",
    "prts=sf.shapeRecords()[0].shape.points\n",
    "\n",
    "lon=[]\n",
    "lat=[]\n",
    "for i in range(len(prts)):\n",
    "    lon.append(prts[i][0])\n",
    "    lat.append(prts[i][1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 547.444x328.647 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 328,
       "width": 547
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import proplot as plot\n",
    "import cmaps\n",
    "import cartopy.crs as ccrs\n",
    "\n",
    "nx, ny = np.meshgrid(tcw_tp.longitude, tcw_tp.latitude)\n",
    "\n",
    "f,axs=plot.subplots(axwidth=5,proj={'cyl'})\n",
    "axs.format(abc=True,abcloc='l', abcstyle='(a)')\n",
    "ax=axs\n",
    "tick=np.arange(0,0.09,0.01)\n",
    "m=ax.contourf(nx,ny,trend,levels=tick,cmap = cmaps.MPL_GnBu,extend='both')\n",
    "ax.format(title='trend of summer TP TCW (1979-2018)',labels=True,coast=True,latlim=(25,40),lonlim=(70,105),\n",
    "          latlines=np.arange(25,41,3),lonlines=np.arange(70,106,5))\n",
    "ax.plot(lon,lat,'k',transform=ccrs.PlateCarree())\n",
    "f.colorbar(m, loc='b', label='units(Kg/m^2/yr)',tickminor=False,col=1)\n",
    "f.savefig('fig2.png')"
   ]
  }
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